Applied Math Masters

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Starting from high school, what are the best topics to learn everything about applied mathematics? I'd like to solve optimization problems in the real world. Should I study pure math in undergrad then move into applied for a master's? How much value should I place on getting a Ph.D if I want to work in industry? What other skills should I build up?